{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Replication file for 'The Intertemporal Keynesian Cross'\n",
    "### Part III:  quantitative environment (sections 6 and 7)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Adrien Auclert, Matthew Rognlie, Ludwig Straub\n",
    "\n",
    "April 2024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from scipy import optimize\n",
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sequence_jacobian as sj  \n",
    "import calibration\n",
    "import models_analytical, models_heterogeneous\n",
    "from aux_fiscal import Bplan, compute_multipliers\n",
    "import winding_number\n",
    "import sec67_plots as plots\n",
    "\n",
    "opts = {'texfig': True, 'savefig': True}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup: load non-household blocks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we define simple blocks that characterize fiscal and monetary policy, along with wage inflation and ex-post returns:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "@sj.simple\n",
    "def fiscal(B, r, G, w, N):\n",
    "    T = (1 + r(-1)) * B(-1) + G - B # taxes\n",
    "    Z = w*N - T # after-tax income\n",
    "    return T, Z\n",
    "\n",
    "@sj.simple\n",
    "def wage_inflation(pi, w):\n",
    "    piw = (1 + pi) * w / w(-1) - 1\n",
    "    return piw\n",
    "\n",
    "@sj.simple\n",
    "def union(piw, N, UCE, Z, kappaw, vphi, frisch, muw, beta, theta):\n",
    "    wnkpc = (kappaw * (muw * vphi * N ** (1 / frisch)/(UCE * (1-theta)*Z/N) - 1) +\n",
    "             beta * piw(+1)*(1 + piw(+1)) - piw*(1 + piw))\n",
    "    return wnkpc\n",
    "\n",
    "@sj.simple\n",
    "def taylor(r, pi, phi_pi):\n",
    "    i = r.ss + phi_pi * pi\n",
    "    return i\n",
    "\n",
    "@sj.simple\n",
    "def share_bond(B, J_end_period):\n",
    "    bondshare = B / ( B + J_end_period)\n",
    "    return bondshare\n",
    "\n",
    "@sj.simple\n",
    "def finance(r, J, J_end_period, bondshare, i, pi):\n",
    "    rpost = bondshare(-1) * (1+r(-1)) + (1 - bondshare(-1)) * J/J_end_period(-1) - 1\n",
    "    fisher = 1 + i - (1 + r) * (1 + pi(+1))\n",
    "    return rpost, fisher\n",
    "\n",
    "@sj.simple\n",
    "def mkt_clearing(A, B, J_end_period, C, I, G, p_adjust, k_adjust, Y):\n",
    "    asset_mkt = A - B - J_end_period\n",
    "    goods_mkt = C + I + G + p_adjust + k_adjust - Y\n",
    "    return asset_mkt, goods_mkt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we load a block that characterizes production and pricesetting:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from capital_sticky_prices import production_pricesetting\n",
    "other_blocks = [fiscal, wage_inflation, union, taylor, production_pricesetting, share_bond, finance, mkt_clearing]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup: load household blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('solved_params.json', 'r') as f:\n",
    "    params = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "hh_analytical, ss_analytical = models_analytical.get_all_quant(params)\n",
    "hh_het, ss_het = models_heterogeneous.get_all_quant(params)\n",
    "hh_all = {**hh_analytical, **hh_het}\n",
    "ss_all = {**ss_analytical, **ss_het}\n",
    "hh_names = {m: hh_all[m].name for m in hh_all}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we'll back out what the vphi in preferences needs to be by inverting the equation for zero wage inflation in steady state:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "calib = calibration.get_calibration_quant()\n",
    "muw, N, frisch, theta, Z = [calib[k] for k in ('muw', 'N', 'frisch', 'theta', 'Z')]\n",
    "vphi_base = (1-theta)*Z/N**(1+1/frisch)/muw\n",
    "for m in ss_all:\n",
    "    ss_all[m]['vphi'] = vphi_base*ss_all[m]['UCE']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup: obtain steady states for all models\n",
    "This involves a little bit of unnecessary redundancy since it's evaluating the household steady states again:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "models_all = {m: sj.combine([*other_blocks, hh_all[m]]) for m in hh_all}\n",
    "for m in models_all:\n",
    "    if m in ('RA', 'TA'):\n",
    "        ss_all[m] = models_all[m].steady_state({**ss_all[m], **calib}, dissolve=[f'hh_{m.lower()}'])\n",
    "    else:\n",
    "        ss_all[m] = models_all[m].steady_state({**ss_all[m], **calib})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Test to ensure that all steady-state targets are equal to zero:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "for m in models_all:\n",
    "    for k in ('wnkpc', 'pi', 'piw', 'fisher', 'asset_mkt'):\n",
    "        assert np.isclose(ss_all[m][k], 0)\n",
    "    assert np.isclose(ss_all[m]['goods_mkt'], 0, atol=1E-5) # less exact for HA-two"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table 3: Calibration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Capital share:                            0.294  \n",
      "Gov spending to GDP:                      0.2  \n",
      "Debt to GDP:                              0.7  \n",
      "Capital to GDP:                           2.26  \n",
      "SS price markup:                          1.0  \n",
      "SS wage markup:                           1.0  \n",
      "Depreciation rate:                        0.08  \n",
      "Frisch elasticity of labor supply:        1  \n",
      "Investment elasticity to q:               4  \n",
      "Price flexibility:                        0.23  \n",
      "Wage flexibility:                         0.03  \n",
      "Taylor rule coefficient:                  1.5  \n",
      "Persistence of gov spending:              0.76  \n",
      "Persistence of debt:                      0.93  \n"
     ]
    }
   ],
   "source": [
    "plots.table3({**calib, 'rhoG': calibration.rhoG, 'rhoB': calibration.rhoB})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Final setup: precompute household Jacobians for all models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This will make it easy to recompute as we change the general equilibrium environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "T = 500\n",
    "Js_cache = {m: hh_all[m].partial_jacobians(ss_all[m], inputs=['Z', 'rpost'], outputs=['C', 'A', 'UCE'], T=T) for m in models_all}\n",
    "Js = {m: hh_all[m].jacobian(ss_all[m], inputs=['Z', 'rpost'], outputs=['C', 'A'], T=T, Js=Js_cache[m]) for m in models_all}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check the numerical Jacobians we calculate for BU and TABU against our analytical Jacobian formulas to ensure they are the same (away from the truncation boundary, where the numerical Jacobians have some artifacts).\n",
    "\n",
    "We cannot do this for RA and TA, since the procedure underlying the numerical Jacobians assumes a return to steady state—which will occur in general equilibrium, but not in partial equilibrium due to the unit root in saving from an income shock:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "Ms_analytical, As_analytical = models_analytical.MA_all(params, calib['r'], T)\n",
    "for m in ('BU', 'TABU'):\n",
    "    assert np.allclose(Js[m]['C', 'Z'][:-50, :-50], Ms_analytical[m][:-50, :-50])\n",
    "    assert np.allclose(Js[m]['A', 'Z'][:-50, :-50], As_analytical[m][:-50, :-50])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "mcap = {m: Js[m]['C', 'rpost'][:, 0] / calib['A'] for m in Js}\n",
    "mcap['RA'] = mcap['TA'] = Ms_analytical['RA'][:, 0] # numerical Jacobian misses unit root\n",
    "\n",
    "mlab = {m: np.abs(Js[m]['C', 'Z'][:, 0]) for m in Js}\n",
    "mlab['RA'] = Ms_analytical['RA'][:, 0]\n",
    "mlab['TA'] = Ms_analytical['TA'][:, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure7(mcap, mlab, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating multipliers\n",
    "Calculate general equilibrium Jacobians for our models in response to shocks to $B$ and $G$. (This is a bit brute-force.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# specify unknowns to solve for and GE targets on DAG to hit\n",
    "unknowns = ['Y', 'w', 'r']\n",
    "targets = ['asset_mkt', 'wnkpc', 'fisher']\n",
    "inputs = ['B', 'G']\n",
    "outputs = ['C', 'I', 'N', 'pi', 'Y', 'r', 'Z', 'rpost']\n",
    "\n",
    "Gs = {m: models_all[m].solve_jacobian(ss_all[m], unknowns, targets, inputs, outputs, T=T, Js=Js_cache[m]) for m in models_all}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "rhoG = 0.76\n",
    "rhoB = 0.93\n",
    "\n",
    "dG = rhoG**np.arange(T)\n",
    "dB = Bplan(dG, rhoB)\n",
    "shock = {'G': dG, 'B': dB}\n",
    "\n",
    "impulses = {m: Gs[m] @ shock for m in ('HA-two', 'RA', 'TA', 'TABU')}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure8(impulses, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 10 decomposition\n",
    "Now for HA-two and TABU, given the same shock, we look at what part of the household consumption impulse response is attributable to changes in income (`Z`), capital gains (`rpost` at date 0, changes in which correspond to a surprise capital gain), and rates (`rpost` at date 1 onward)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "decomp = {}\n",
    "for m in ('HA-two', 'TABU'):\n",
    "    # load impulse responses that are outputs or inputs to the household\n",
    "    dC, dZ = impulses[m]['C'], impulses[m]['Z']\n",
    "    dcap = impulses[m]['rpost']*(np.arange(T) == 0) # change from cap gain: only rpost_0\n",
    "    dr = impulses[m]['rpost']*(np.arange(T) != 0)   # change from r: everything except rpost_0\n",
    "\n",
    "    # now store the contributions from each component, check that they sum to dC\n",
    "    decomp[m] = {}\n",
    "    for dx, name, i in zip((dZ, dcap, dr), ('Income', 'Capital gain', 'Rate'), ('Z', 'rpost', 'rpost')):\n",
    "        decomp[m][name] = Js[m]['C', i] @ dx\n",
    "\n",
    "    assert np.allclose(sum(decomp[m][x] for x in decomp[m]), dC)\n",
    "    decomp[m] = {'Overall': dC, **decomp[m]}\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure10(decomp, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figures G.1 and G.2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "rho_Bs_short = [0, 0.5, 0.76, 0.93]\n",
    "rho_Bs_labels = [rf'$\\rho_B = {rho_B}$' for rho_B in rho_Bs_short]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First Figure G.1, giving HA-two for different $\\rho_B$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "impulses = {}\n",
    "for rhoB, label in zip(rho_Bs_short, rho_Bs_labels):\n",
    "    dB = Bplan(dG, rhoB)\n",
    "    shock = {'G': dG, 'B': dB}\n",
    "    impulses[label] = Gs['HA-two'] @ shock\n",
    "plots.figureG(impulses, 'green', '1', **opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "impulses = {}\n",
    "for rhoB, label in zip(rho_Bs_short, rho_Bs_labels):\n",
    "    dB = Bplan(dG, rhoB)\n",
    "    shock = {'G': dG, 'B': dB}\n",
    "    impulses[label] = Gs['TABU'] @ shock\n",
    "plots.figureG(impulses, 'purple', '2', **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figure 9"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "NrhoB = 20\n",
    "rho_Bs = np.linspace(0, 0.93, NrhoB)\n",
    "mult_impact, mult_cumul = {}, {}\n",
    "for m in ('TABU', 'HA-two', 'RA', 'TA'):\n",
    "    mult_impact[m], mult_cumul[m] = np.empty(NrhoB), np.empty(NrhoB)\n",
    "    G_Y = Gs[m][['Y'], :] # only interested in multiplier on output here\n",
    "    for i, rhoB in enumerate(rho_Bs):\n",
    "        dB = Bplan(dG, rhoB)\n",
    "        shock = {'G': dG, 'B': dB}\n",
    "        dY = (G_Y @ shock)['Y']\n",
    "        mult_impact[m][i], _, mult_cumul[m][i] = compute_multipliers(dY, dG, calib['r'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure9(rho_Bs, mult_impact, mult_cumul, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table 4, multipliers for quantitative environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RA</th>\n",
       "      <th>TA</th>\n",
       "      <th>TABU</th>\n",
       "      <th>HA-two</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>BB impact</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BB cumulative</th>\n",
       "      <td>0.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>0.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DF impact</th>\n",
       "      <td>0.5</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DF cumulative</th>\n",
       "      <td>-0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1.3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                RA   TA  TABU  HA-two\n",
       "BB impact      0.4  0.4   0.3     0.4\n",
       "BB cumulative  0.4  0.3   0.2     0.3\n",
       "DF impact      0.5  1.2   0.5     1.3\n",
       "DF cumulative -0.5  0.5   0.6     1.3"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plots.table4(mult_impact, mult_cumul, ikc=False).round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Figures G.3 through G.6\n",
    "#### Figure G.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dB = Bplan(dG, 0.93)\n",
    "shock = {'G': dG, 'B': dB}\n",
    "phi_pis = [1.1, 1.5, 1.7, 2]\n",
    "phi_pi_labels = [rf'$\\phi_\\pi = {phi_pi}$' for phi_pi in phi_pis]\n",
    "outputs=['C', 'I', 'N', 'pi', 'Y', 'r']\n",
    "\n",
    "impulses = {}\n",
    "for phi_pi, label in zip(phi_pis, phi_pi_labels):\n",
    "    ss_alt = ss_all['HA-two'].copy()\n",
    "    ss_alt['phi_pi'] = phi_pi\n",
    "    impulses[label] = models_all['HA-two'].solve_jacobian(ss_alt, unknowns, targets, inputs, outputs, T=T, Js=Js_cache['HA-two']) @ shock\n",
    "\n",
    "plots.figureG(impulses, 'green', '3', **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure G.4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "eps_Is = [1, 4, 10, 20]\n",
    "eps_I_labels = [rf'$\\epsilon_I = {eps_I}$' for eps_I in eps_Is]\n",
    "\n",
    "impulses = {}\n",
    "for eps_I, label in zip(eps_Is, eps_I_labels):\n",
    "    ss_alt = ss_all['HA-two'].copy()\n",
    "    ss_alt['epsI'] = eps_I\n",
    "    impulses[label] = models_all['HA-two'].solve_jacobian(ss_alt, unknowns, targets, inputs, outputs, T=T, Js=Js_cache['HA-two']) @ shock\n",
    "\n",
    "plots.figureG(impulses, 'green', '4', **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure G.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kappa_ps = [calib['kappap']*6 / (1 + Gammap) for Gammap in (9, 5, 1, 0)]\n",
    "kappa_p_labels = [rf'$\\kappa_p = {kappa_p:.3f}$' for kappa_p in kappa_ps]\n",
    "\n",
    "impulses = {}\n",
    "for kappa_p, label in zip(kappa_ps, kappa_p_labels):\n",
    "    ss_alt = ss_all['HA-two'].copy()\n",
    "    ss_alt['kappap'] = kappa_p\n",
    "    impulses[label] = models_all['HA-two'].solve_jacobian(ss_alt, unknowns, targets, inputs, outputs, T=T, Js=Js_cache['HA-two']) @ shock\n",
    "\n",
    "plots.figureG(impulses, 'green', '5', **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Figure G.6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x396 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "kappa_ws = [calib['kappaw']*6 / (1 + Gammap) for Gammap in (9, 5, 1, 0)]\n",
    "kappa_w_labels = [rf'$\\kappa_w = {kappa_w:.3f}$' for kappa_w in kappa_ws]\n",
    "\n",
    "impulses = {}\n",
    "for kappa_w, label in zip(kappa_ws, kappa_w_labels):\n",
    "    ss_alt = ss_all['HA-two'].copy()\n",
    "    ss_alt['kappaw'] = kappa_w\n",
    "    impulses[label] = models_all['HA-two'].solve_jacobian(ss_alt, unknowns, targets, inputs, outputs, T=T, Js=Js_cache['HA-two']) @ shock\n",
    "\n",
    "plots.figureG(impulses, 'green', '6', **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Figure 11: different monetary rules\n",
    "Now we need to change the general equilibrium environment, replacing the Taylor rule with both a constant-$r$ rule and with a constant-$i$ (\"ZLB\") rule over the first three years.\n",
    "\n",
    "Recall that the Taylor rule block defined earlier depends on inflation with a slope of $\\phi_\\pi$, so that it's just a diagonal matrix with $\\phi_\\pi=1.5$ in every entry:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.5, 0. , 0. , 0. , 0. ],\n",
       "       [0. , 1.5, 0. , 0. , 0. ],\n",
       "       [0. , 0. , 1.5, 0. , 0. ],\n",
       "       [0. , 0. , 0. , 1.5, 0. ],\n",
       "       [0. , 0. , 0. , 0. , 1.5]])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "J_taylor = taylor.jacobian(ss_all['HA-two'], inputs=['pi'], outputs=['i'], T=T)['i', 'pi'].matrix(T)\n",
    "J_taylor[:5, :5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A constant-$r$ rule has $i$ proportionately to tomorrow's inflation instead, so that its Jacobian has entries of $1+r$ above the main diagonal. We specify a Jacobian with this as the first three rows, then reverting to a Taylor rule:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "J_constant_r = np.diag(np.full(T-1, 1+calib['r']), 1)\n",
    "J_constant_r[3:] = J_taylor[3:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly, we specify a temporary \"ZLB\" rule where the nominal interest rate does not react for the first three years:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "J_zlb = J_taylor.copy()\n",
    "J_zlb[:3] = 0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we will consider all three possibilities, specified directly as Jacobians, as replacements for our \"Taylor\" block (there should be no change in the \"Taylor\" case), and build new models with them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "names = ['Taylor rule', 'Constant-r (3 years)', 'ZLB (3 years)']\n",
    "models_alt = {}\n",
    "other_blocks_alt = other_blocks.copy()\n",
    "for name, Ji in zip(names, (J_taylor, J_constant_r, J_zlb)):\n",
    "    other_blocks_alt[3] = sj.JacobianDict({'i': {'pi': Ji}}, name='monetary')\n",
    "    models_alt[name] = sj.combine([*other_blocks_alt, hh_all['HA-two']])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now solve for `G` general equilibrium outcomes for each:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "Gs_alt = {m: models_alt[m].solve_jacobian(ss_all['HA-two'], unknowns, targets, inputs, outputs=['Y'], T=T, Js=Js_cache['HA-two']) for m in models_alt}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And evaluate at our two shocks:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "shock = {'G': dG, 'B': Bplan(dG, 0.76)}\n",
    "dYs_rho_76 = {m: (Gs_alt[m] @ shock)['Y'] for m in models_alt}\n",
    "\n",
    "shock = {'G': dG, 'B': Bplan(dG, 0.93)}\n",
    "dYs_rho_93 = {m: (Gs_alt[m] @ shock)['Y'] for m in models_alt}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figure11(dYs_rho_76, dYs_rho_93, **opts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Determinacy thresholds\n",
    "We couldn't keep the constant-$r$ or ZLB rules in place forever, because in the quantitative model they are indeterminate. Let's figure out, for each model, at which Taylor rule coefficient $\\phi_\\pi$ the model becomes indeterminate. (This is referenced in footnote 47 of the paper.)\n",
    "\n",
    "We can check determinacy for an individual model and $\\phi_\\pi$ by computing the $\\mathbf{H}_\\mathbf{U}$ Jacobian mapping unknowns to targets (see the sequence-space Jacobian) paper and applying our winding number test. For instance, the TABU model is determinate at $\\phi_\\pi=1.2$, since its winding number there is 0, but not at $\\phi_\\pi=1.0$, since its winding number there is -1:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ss = ss_all['TABU'].copy()\n",
    "ss['phi_pi'] = 1.2\n",
    "H_U = models_all['TABU'].jacobian(ss, unknowns, targets, T=T, Js=Js_cache['TABU'])\n",
    "winding_number.from_H_U(H_U, unknowns, targets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-1"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ss['phi_pi'] = 1.0\n",
    "H_U = models_all['TABU'].jacobian(ss, unknowns, targets, T=T, Js=Js_cache['TABU'])\n",
    "winding_number.from_H_U(H_U, unknowns, targets)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is a bit costly to reevalute the entire Jacobian for each model this way every time we need to test a new $\\phi_\\pi$. Fortunately, it turns out that the $\\phi_\\pi$ parameter only affects the `fisher` target (of the three above), and it does so through the term $\\phi_\\pi \\pi$. So, for each model, we'll only go through most of the computation of the Jacobian once, and then manually adjust $\\phi_\\pi$ when we test determinacy at different points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Threshold for BU: 1.12\n",
      "Threshold for TABU: 1.09\n",
      "Threshold for HA-hi-liq: 1.02\n",
      "Threshold for HA-two: 1.05\n"
     ]
    }
   ],
   "source": [
    "for m in ('BU', 'TABU', 'HA-hi-liq', 'HA-two'):\n",
    "    H_U = models_all[m].jacobian(ss_all[m], unknowns, targets + ['pi'], T=T, Js=Js_cache[m])\n",
    "    A = winding_number.pack_jacdict_center(H_U, unknowns, targets+['pi'])\n",
    "\n",
    "    def winding(phi_pi):\n",
    "        A0 = A[:, :-1, :].copy()                                     # copy everything except pi output\n",
    "        A0[:, -1, :] += (phi_pi - ss_all[m]['phi_pi']) * A[:, -1, :] # manually correct 'fisher' for phi_pi change\n",
    "        return winding_number.winding_number(A0)\n",
    "    \n",
    "    phi_pi = optimize.bisect(lambda x: winding(x)+0.5, 0.9, 1.2, xtol=1E-5) # where does winding go from -1 to 0?\n",
    "    print(f'Threshold for {m}: {phi_pi:.2f}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Robustness to alternative portfolios in HA-two (Figure F.1)\n",
    "Our assumption in the paper is that the liquid and illiquid accounts hold equity and bonds in equal proportions. Alternatively, we can assume that only bonds are held in the liquid account, and that all equity is held in the illiquid account, which we implement below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "ss_two_alt = ss_all['HA-two'].copy()\n",
    "ss_two_alt['liquidshare'] = ss_two_alt['Aliq'] / ss_two_alt['A']\n",
    "hh_two_alt = models_heterogeneous.ha_two_alt\n",
    "model_two_alt = sj.combine([*other_blocks, hh_two_alt])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, with this alternative model, look at how MPCs out of capital gains vary:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "mcap['HA-two-alt'] = hh_two_alt.jacobian(ss_two_alt, inputs=['rpost'],\n",
    "                            outputs=['C'], T=25)['C','rpost'][:, 0] / ss_two_alt['A']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureF1a(mcap, **opts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.01294815, 0.02078483, 0.02742575, 0.03312585, 0.03795731,\n",
       "       0.04200269, 0.04535267, 0.04809477, 0.05031437, 0.05209324])"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mcap['HA-two-alt'][:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll also redo our main analysis for the balanced-budget ($\\rho_B=0$) and highly deficit-financed ($\\rho_B=0.93$) cases, and compare what we get to the original outcomes to make Figure F.1(b):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "G_C_alt = model_two_alt.solve_jacobian(ss_two_alt, unknowns, targets, inputs, ['C'], T=T, Js=Js_cache['HA-two'])\n",
    "G_C = Gs['HA-two']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "shock_bb = {'G': dG, 'B': 0*dG}\n",
    "shock_df = {'G': dG, 'B': Bplan(dG, 0.93)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "dC_bb = (G_C @ shock_bb)['C']\n",
    "dC_bb_alt = (G_C_alt @ shock_bb)['C']\n",
    "dC_df = (G_C @ shock_df)['C']\n",
    "dC_df_alt = (G_C_alt @ shock_df)['C']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plots.figureF1b(dC_bb, dC_bb_alt, dC_df, dC_df_alt, **opts)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
